# Introduction:
Department

Here are preliminary results of the bibliometric mapping of the 2022 Luxembourg research evaluation. Its purpose is:

The method for the research-field-mapping can be reiviewed here:

Rakas, M., & Hain, D. S. (2019). The state of innovation system research: What happens beneath the surface?. Research Policy, 48(9), 103787.

Topic modelling

Topics by topwords

Topics over time

Knowledge Bases: Co-Citation network analysis

Note: This analysis refers the co-citation analysis, where the cited references and not the original publications are the unit of analysis. See tab Technical descriptionfor additional explanations

Knowledge Bases summary

Main Indicators

In order to partition networks into components or clusters, we deploy a community detection technique based on the Lovain Algorithm (Blondel et al., 2008). The Lovain Algorithm is a heuristic method that attempts to optimize the modularity of communities within a network by maximizing within- and minimizing between-community connectivity. We identify the following communities = knowledge bases.

com name dgr_int dgr
Knowledge Base 1: KB 1
1 VARGO S.L. LUSCH R.F. SERVICE-DOMINANT LOGIC: CONTINUING THE EVOLUTION (2008) 9650 9920
1 VARGO S.L. LUSCH R.F. EVOLVING TO A NEW DOMINANT LOGIC FOR MARKETING (2004) 8590 8864
1 VARGO S.L. LUSCH R.F. INSTITUTIONS AND AXIOMS: AN EXTENSION AND UPDATE OF SERVICE-DOMINANT LOGIC (2016) 7754 7884
1 GRÖNROOS C. VOIMA P. CRITICAL SERVICE LOGIC: MAKING SENSE OF VALUE CREATION AND CO-CREATION (2013) 6553 6615
1 VARGO S.L. MAGLIO P.P. AKAKA M.A. ON VALUE AND VALUE CO-CREATION: A SERVICE SYSTEMS AND SERVICE LOGIC PERSPECTIVE (2008) 3258 3338
1 PAYNE A.F. STORBACKA K. FROW P. MANAGING THE CO-CREATION OF VALUE (2008) 3243 3291
1 EDVARDSSON B. TRONVOLL B. GRUBER T. EXPANDING UNDERSTANDING OF SERVICE EXCHANGE AND VALUE CO-CREATION: A SOCIAL CONSTRUCTION APPROACH (2011) 2945 2964
1 LUSCH R.F. NAMBISAN S. SERVICE INNOVATION: A SERVICE-DOMINANT LOGIC PERSPECTIVE (2015) 2750 2946
1 PRAHALAD C.K. RAMASWAMY V. CO-CREATION EXPERIENCES: THE NEXT PRACTICE IN VALUE CREATION (2004) 2628 2647
1 CHANDLER J.D. VARGO S.L. CONTEXTUALIZATION AND VALUE-IN-CONTEXT: HOW CONTEXT FRAMES EXCHANGE (2011) 2551 2572
Knowledge Base 2: KB 2
2 SOLOMON M.M. ALGORITHMS FOR THE VEHICLE ROUTING AND SCHEDULING PROBLEMS WITH TIME WINDOW CONSTRAINTS (1987) 3902 4961
2 DANTZIG G.B. RAMSER J.H. THE TRUCK DISPATCHING PROBLEM (1959) 1360 1866
2 BRÄYSY O. GENDREAU M. VEHICLE ROUTING PROBLEM WITH TIME WINDOWS PART I: ROUTE CONSTRUCTION AND LOCAL SEARCH ALGORITHMS (2005) 1221 1266
2 ROPKE S. PISINGER D. AN ADAPTIVE LARGE NEIGHBORHOOD SEARCH HEURISTIC FOR THE PICKUP AND DELIVERY PROBLEM WITH TIME WINDOWS (2006) 885 1376
2 BRÄYSY O. GENDREAU M. VEHICLE ROUTING PROBLEM WITH TIME WINDOWS PART II: METAHEURISTICS (2005) 642 652
2 CLARKE G. WRIGHT J.W. SCHEDULING OF VEHICLES FROM A CENTRAL DEPOT TO A NUMBER OF DELIVERY POINTS (1964) 620 928
2 OMBUKI B. ROSS B.J. HANSHAR F. MULTI-OBJECTIVE GENETIC ALGORITHMS FOR VEHICLE ROUTING PROBLEM WITH TIME WINDOWS (2006) 556 598
2 BALDACCI R. MINGOZZI A. ROBERTI R. RECENT EXACT ALGORITHMS FOR SOLVING THE VEHICLE ROUTING PROBLEM UNDER CAPACITY AND TIME WINDOW CONSTRAINTS (2012) 545 569
2 PISINGER D. ROPKE S. A GENERAL HEURISTIC FOR VEHICLE ROUTING PROBLEMS (2007) 516 719
2 NAGATA Y. BRÄYSY O. DULLAERT W. A PENALTY-BASED EDGE ASSEMBLY MEMETIC ALGORITHM FOR THE VEHICLE ROUTING PROBLEM WITH TIME WINDOWS (2010) 474 524
Knowledge Base 3: KB 3
3 SCHNEIDER M. STENGER A. GOEKE D. THE ELECTRIC VEHICLE-ROUTING PROBLEM WITH TIME WINDOWS AND RECHARGING STATIONS (2014) 3029 3795
3 HIERMANN G. PUCHINGER J. ROPKE S. HARTL R.F. THE ELECTRIC FLEET SIZE AND MIX VEHICLE ROUTING PROBLEM WITH TIME WINDOWS AND RECHARGING STATIONS (2016) 2342 2746
3 GOEKE D. SCHNEIDER M. ROUTING A MIXED FLEET OF ELECTRIC AND CONVENTIONAL VEHICLES (2015) 2236 2560
3 DESAULNIERS G. ERRICO F. IRNICH S. SCHNEIDER M. EXACT ALGORITHMS FOR ELECTRIC VEHICLE-ROUTING PROBLEMS WITH TIME WINDOWS (2016) 1939 2267
3 KESKIN M. ÇATAY B. PARTIAL RECHARGE STRATEGIES FOR THE ELECTRIC VEHICLE ROUTING PROBLEM WITH TIME WINDOWS (2016) 1763 2017
3 ERDOĞAN S. MILLER-HOOKS E. A GREEN VEHICLE ROUTING PROBLEM (2012) 1515 1737
3 MONTOYA A. GUÉRET C. MENDOZA J.E. VILLEGAS J.G. THE ELECTRIC VEHICLE ROUTING PROBLEM WITH NONLINEAR CHARGING FUNCTION (2017) 1379 1557
3 SCHIFFER M. WALTHER G. THE ELECTRIC LOCATION ROUTING PROBLEM WITH TIME WINDOWS AND PARTIAL RECHARGING (2017) 1323 1462
3 BRUGLIERI M. PEZZELLA F. PISACANE O. SURACI S. A VARIABLE NEIGHBORHOOD SEARCH BRANCHING FOR THE ELECTRIC VEHICLE ROUTING PROBLEM WITH TIME WINDOWS … 1288 1450
3 YANG J. SUN H. BATTERY SWAP STATION LOCATION-ROUTING PROBLEM WITH CAPACITATED ELECTRIC VEHICLES (2015) 1285 1423
Knowledge Base 4: KB 4
4 HEVNER A.R. MARCH S.T. PARK J. RAM S. DESIGN SCIENCE IN INFORMATION SYSTEMS RESEARCH (2004) 2232 2565
4 PEFFERS K. TUUNANEN T. ROTHENBERGER M.A. CHATTERJEE S. A DESIGN SCIENCE RESEARCH METHODOLOGY FOR INFORMATION SYSTEMS RESEARCH (2007) 1761 1987
4 GREGOR S. HEVNER A.R. POSITIONING AND PRESENTING DESIGN SCIENCE RESEARCH FOR MAXIMUM IMPACT (2013) 1604 1820
4 GREGOR S. JONES D. THE ANATOMY OF A DESIGN THEORY (2007) 1296 1330
4 MARCH S.T. SMITH G.F. DESIGN AND NATURAL SCIENCE RESEARCH ON INFORMATION TECHNOLOGY (1995) 1005 1042
4 SEIN M.K. HENFRIDSSON O. PURAO S. ROSSI M. LINDGREN R. ACTION DESIGN RESEARCH (2011) 888 976
4 GREGOR S. THE NATURE OF THEORY IN INFORMATION SYSTEMS (2006) 615 645
4 IIVARI J. DISTINGUISHING AND CONTRASTING TWO STRATEGIES FOR DESIGN SCIENCE RESEARCH (2015) 572 578
4 VENABLE J. PRIES-HEJE J. BASKERVILLE R. FEDS: A FRAMEWORK FOR EVALUATION IN DESIGN SCIENCE RESEARCH (2016) 563 585
4 HEVNER A.R. A THREE CYCLE VIEW OF DESIGN SCIENCE RESEARCH (2007) 554 568
Knowledge Base 5: KB 5
5 ZACHMAN J.A. A FRAMEWORK FOR INFORMATION SYSTEMS ARCHITECTURE (1987) 363 390
5 SCHMIDT C. BUXMANN P. OUTCOMES AND SUCCESS FACTORS OF ENTERPRISE IT ARCHITECTURE MANAGEMENT: EMPIRICAL INSIGHT FROM THE INTERNATIONAL FINANCIAL SER… 208 220
5 TAMM T. SEDDON P.B. SHANKS G. REYNOLDS P. HOW DOES ENTERPRISE ARCHITECTURE ADD VALUE TO ORGANISATIONS? (2011) 177 190
5 SIMON D. FISCHBACH K. SCHODER D. AN EXPLORATION OF ENTERPRISE ARCHITECTURE RESEARCH (2013) 134 142
5 LANKHORST M. (2013) 110 118
5 KARAGIANNIS D. MAYR H.C. MYLOPOULOS J. (2016) 109 112
5 FRANK U. DOMAIN-SPECIFIC MODELING LANGUAGES: REQUIREMENTS ANALYSIS AND DESIGN GUIDELINES (2013) 105 136
5 KARAGIANNIS D. KÜHN H. METAMODELLING PLATFORMS (2002) 98 98
5 SPEWAK S.H. HILL S.C. (1992) 83 83
5 ROSS J.W. WEILL P. ROBERTSON D.C. (2006) 81 87

Development of Knowledge Bases

Technical description

In a co-cittion network, the strength of the relationship between a reference pair \(m\) and \(n\) (\(s_{m,n}^{coc}\)) is expressed by the number of publications \(C\) which are jointly citing reference \(m\) and \(n\).

\[s_{m,n}^{coc} = \sum_i c_{i,m} c_{i,n}\]

The intuition here is that references which are frequently cited together are likely to share commonalities in theory, topic, methodology, or context. It can be interpreted as a measure of similarity as evaluated by other researchers that decide to jointly cite both references. Because the publication process is time-consuming, co-citation is a backward-looking measure, which is appropriate to map the relationship between core literature of a field.

Research Areas: Bibliographic coupling analysis

Research Areas main summary

This is arguably the more interesting part. Here, we identify the literature’s current knowledge frontier by carrying out a bibliographic coupling analysis of the publications in our corpus. This measure uses bibliographical information of publications to establish a similarity relationship between them. Again, method details to be found in the tab Technical description. As you will see, we identify the main research area, but also a set of adjacent research areas with some theoretical/methodological/application overlap.

Main Characteristics

To identify communities in the field’s knowledge frontier (labeled research areas) we again use the Lovain Algorithm (Blondel et al., 2008). We identify the following communities = research areas.

Categorization

I up to now gain only provide the 10 most central articles, which can be used to classify them

com_name AU PY TI dgr_int TC TC_year
Research Area 1: RA 1
RA 1 VENABLE J;PRIES-HEJE J… 2016 FEDS: A FRAMEWORK FOR EVALUATION IN DESIGN SCIENCE RESEARCH 2.9263638 393 65.500000
RA 1 PEFFERS K;TUUNANEN T;N… 2018 DESIGN SCIENCE RESEARCH GENRES: INTRODUCTION TO THE SPECIAL ISSUE ON EXEMPLARS AND CRITERIA FOR APPLICABLE DESIGN SCIENCE … 6.1731320 92 23.000000
RA 1 HYVÄRINEN H;RISIUS M;F… 2017 A BLOCKCHAIN-BASED APPROACH TOWARDS OVERCOMING FINANCIAL FRAUD IN PUBLIC SECTOR SERVICES 5.3851127 93 18.600000
RA 1 SANTOS MY;OLIVEIRA E S… 2017 A BIG DATA SYSTEM SUPPORTING BOSCH BRAGA INDUSTRY 4.0 STRATEGY 4.5331518 106 21.200000
RA 1 GHOLAMI R;WATSON RT;MO… 2016 INFORMATION SYSTEMS SOLUTIONS FOR ENVIRONMENTAL SUSTAINABILITY: HOW CAN WE DO MORE? 4.1169468 111 18.500000
RA 1 BASKERVILLE R;BAIYERE … 2018 DESIGN SCIENCE RESEARCH CONTRIBUTIONS: FINDING A BALANCE BETWEEN ARTIFACT AND THEORY 2.5380250 179 44.750000
RA 1 ANDROUTSOPOULOU A;KARA… 2019 TRANSFORMING THE COMMUNICATION BETWEEN CITIZENS AND GOVERNMENT THROUGH AI-GUIDED CHATBOTS 3.3409058 133 44.333333
RA 1 VOM BROCKE J;WINTER R;… 2020 SPECIAL ISSUE EDITORIAL – ACCUMULATION AND EVOLUTION OF DESIGN KNOWLEDGE IN DESIGN SCIENCE RESEARCH: A JOURNEY THROUGH TIM… 6.1165680 69 34.500000
RA 1 ENGELENBURG S;JANSSEN … 2019 DESIGN OF A SOFTWARE ARCHITECTURE SUPPORTING BUSINESS-TO-GOVERNMENT INFORMATION SHARING TO IMPROVE PUBLIC SAFETY AND SECUR… 5.7322161 66 22.000000
RA 1 GRENHA TEIXEIRA J;PATR… 2017 THE MINDS METHOD: INTEGRATING MANAGEMENT AND INTERACTION DESIGN PERSPECTIVES FOR SERVICE DESIGN 4.0238149 92 18.400000
Research Area 2: RA 2
RA 2 VARGO SL;LUSCH RF 2016 INSTITUTIONS AND AXIOMS: AN EXTENSION AND UPDATE OF SERVICE-DOMINANT LOGIC 5.3249949 1515 252.500000
RA 2 VARGO SL;LUSCH RF 2017 SERVICE-DOMINANT LOGIC 2025 6.8423913 522 104.400000
RA 2 RAMASWAMY V;OZCAN K 2018 WHAT IS CO-CREATION? AN INTERACTIONAL CREATION FRAMEWORK AND ITS IMPLICATIONS FOR VALUE CREATION 13.9065708 224 56.000000
RA 2 CHATHOTH PK;UNGSON GR;… 2016 CO-CREATION AND HIGHER ORDER CUSTOMER ENGAGEMENT IN HOSPITALITY AND TOURISM SERVICES: A CRITICAL REVIEW 11.4313134 202 33.666667
RA 2 BEIRÃO G;PATRÍCIO L;FI… 2017 VALUE COCREATION IN SERVICE ECOSYSTEMS: INVESTIGATING HEALTH CARE AT THE MICRO, MESO, AND MACRO LEVELS 15.7417061 125 25.000000
RA 2 ALVES H;FERNANDES C;RA… 2016 VALUE CO-CREATION: CONCEPT AND CONTEXTS OF APPLICATION AND STUDY 14.6555243 134 22.333333
RA 2 MEYNHARDT T;CHANDLER J… 2016 SYSTEMIC PRINCIPLES OF VALUE CO-CREATION: SYNERGETICS OF VALUE AND SERVICE ECOSYSTEMS 18.5308060 95 15.833333
RA 2 ALEXANDER MJ;JAAKKOLA … 2018 ZOOMING OUT: ACTOR ENGAGEMENT BEYOND THE DYADIC 14.4425877 116 29.000000
RA 2 KOSKELA-HUOTARI K;EDVA… 2016 INNOVATION IN SERVICE ECOSYSTEMS-BREAKING, MAKING, AND MAINTAINING INSTITUTIONALIZED RULES OF RESOURCE INTEGRATION 9.7395383 164 27.333333
RA 2 BRODIE RJ;FEHRER JA;JA… 2019 ACTOR ENGAGEMENT IN NETWORKS: DEFINING THE CONCEPTUAL DOMAIN 14.1291861 113 37.666667
Research Area 3: RA 3
RA 3 HIERMANN G;PUCHINGER J… 2016 THE ELECTRIC FLEET SIZE AND MIX VEHICLE ROUTING PROBLEM WITH TIME WINDOWS AND RECHARGING STATIONS 5.8392464 270 45.000000
RA 3 UCHOA E;PECIN D;PESSOA… 2017 NEW BENCHMARK INSTANCES FOR THE CAPACITATED VEHICLE ROUTING PROBLEM 4.9454082 161 32.200000
RA 3 HU C;LU J;LIU X;ZHANG G 2018 ROBUST VEHICLE ROUTING PROBLEM WITH HARD TIME WINDOWS UNDER DEMAND AND TRAVEL TIME UNCERTAINTY 11.1262023 66 16.500000
RA 3 SHI Y;BOUDOUH T;GRUNDER O 2017 A HYBRID GENETIC ALGORITHM FOR A HOME HEALTH CARE ROUTING PROBLEM WITH TIME WINDOW AND FUZZY DEMAND 5.5704416 102 20.400000
RA 3 NALEPA J;BLOCHO M 2016 ADAPTIVE MEMETIC ALGORITHM FOR MINIMIZING DISTANCE IN THE VEHICLE ROUTING PROBLEM WITH TIME WINDOWS 7.2271934 75 12.500000
RA 3 CISSÉ M;YALÇINDAĞ S;KE… 2017 OR PROBLEMS RELATED TO HOME HEALTH CARE: A REVIEW OF RELEVANT ROUTING AND SCHEDULING PROBLEMS 4.3528627 110 22.000000
RA 3 CHEN S;CHEN R;WANG G-G… 2018 AN ADAPTIVE LARGE NEIGHBORHOOD SEARCH HEURISTIC FOR DYNAMIC VEHICLE ROUTING PROBLEMS 6.4493914 68 17.000000
RA 3 ERRICO F;DESAULNIERS G… 2016 A PRIORI OPTIMIZATION WITH RECOURSE FOR THE VEHICLE ROUTING PROBLEM WITH HARD TIME WINDOWS AND STOCHASTIC SERVICE TIMES 5.1698699 73 12.166667
RA 3 GOEL R;MAINI R 2018 A HYBRID OF ANT COLONY AND FIREFLY ALGORITHMS (HAFA) FOR SOLVING VEHICLE ROUTING PROBLEMS 4.4323676 82 20.500000
RA 3 KOÇ Ç;BEKTAŞ T;JABALI … 2016 THE FLEET SIZE AND MIX LOCATION-ROUTING PROBLEM WITH TIME WINDOWS: FORMULATIONS AND A HEURISTIC ALGORITHM 4.9558501 72 12.000000
Research Area 4: RA 4
RA 4 MONTOYA A;GUÉRET C;MEN… 2017 THE ELECTRIC VEHICLE ROUTING PROBLEM WITH NONLINEAR CHARGING FUNCTION 13.4081879 191 38.200000
RA 4 DESAULNIERS G;ERRICO F… 2016 EXACT ALGORITHMS FOR ELECTRIC VEHICLE-ROUTING PROBLEMS WITH TIME WINDOWS 8.4169069 195 32.500000
RA 4 DORLING K;HEINRICHS J;… 2017 VEHICLE ROUTING PROBLEMS FOR DRONE DELIVERY 3.5684744 447 89.400000
RA 4 SCHIFFER M;WALTHER G 2017 THE ELECTRIC LOCATION ROUTING PROBLEM WITH TIME WINDOWS AND PARTIAL RECHARGING 10.2773261 142 28.400000
RA 4 KESKIN M;ÇATAY B 2016 PARTIAL RECHARGE STRATEGIES FOR THE ELECTRIC VEHICLE ROUTING PROBLEM WITH TIME WINDOWS 4.7870349 216 36.000000
RA 4 HOF J;SCHNEIDER M;GOEKE D 2017 SOLVING THE BATTERY SWAP STATION LOCATION-ROUTING PROBLEM WITH CAPACITATED ELECTRIC VEHICLES USING AN AVNS ALGORITHM FOR V… 8.3562733 120 24.000000
RA 4 MACRINA G;DI PUGLIA PU… 2019 THE GREEN MIXED FLEET VEHICLE ROUTING PROBLEM WITH PARTIAL BATTERY RECHARGING AND TIME WINDOWS 14.1724909 68 22.666667
RA 4 SCHIFFER M;WALTHER G 2018 STRATEGIC PLANNING OF ELECTRIC LOGISTICS FLEET NETWORKS: A ROBUST LOCATION-ROUTING APPROACH 13.1713140 71 17.750000
RA 4 KESKIN M;ÇATAY B 2018 A MATHEURISTIC METHOD FOR THE ELECTRIC VEHICLE ROUTING PROBLEM WITH TIME WINDOWS AND FAST CHARGERS 12.1546204 75 18.750000
RA 4 PELLETIER S;JABALI O;L… 2017 BATTERY DEGRADATION AND BEHAVIOUR FOR ELECTRIC VEHICLES: REVIEW AND NUMERICAL ANALYSES OF SEVERAL MODELS 4.9834775 171 34.200000
Research Area 5: RA 5
RA 5 LEWIS JR 2018 THE SYSTEM USABILITY SCALE: PAST, PRESENT, AND FUTURE 5.6605712 261 65.250000
RA 5 HARRATI N;BOUCHRIKA I;… 2016 EXPLORING USER SATISFACTION FOR E-LEARNING SYSTEMS VIA USAGE-BASED METRICS AND SYSTEM USABILITY SCALE ANALYSIS 5.0793037 124 20.666667
RA 5 LEWIS JR 2018 MEASURING PERCEIVED USABILITY: THE CSUQ, SUS, AND UMUX 7.2321963 67 16.750000
RA 5 GAO M;KORTUM P;OSWALD F 2018 PSYCHOMETRIC EVALUATION OF THE USE (USEFULNESS, SATISFACTION, AND EASE OF USE) QUESTIONNAIRE FOR RELIABILITY AND VALIDITY 9.0768249 52 13.000000
RA 5 MELNICK ER;DYRBYE LN;S… 2020 THE ASSOCIATION BETWEEN PERCEIVED ELECTRONIC HEALTH RECORD USABILITY AND PROFESSIONAL BURNOUT AMONG US PHYSICIANS 4.4357291 103 51.500000
RA 5 GEORGSSON M;STAGGERS N 2016 QUANTIFYING USABILITY: AN EVALUATION OF A DIABETES MHEALTH SYSTEM ON EFFECTIVENESS, EFFICIENCY, AND SATISFACTION METRICS W… 4.0342592 100 16.666667
RA 5 FARIA AL;ANDRADE A;SOA… 2016 BENEFITS OF VIRTUAL REALITY BASED COGNITIVE REHABILITATION THROUGH SIMULATED ACTIVITIES OF DAILY LIVING: A RANDOMIZED CONT… 2.7994228 108 18.000000
RA 5 KLEIBOER A;SMIT J;BOSM… 2016 EUROPEAN COMPARATIVE EFFECTIVENESS RESEARCH ON BLENDED DEPRESSION TREATMENT VERSUS TREATMENT-AS-USUAL (E-COMPARED): STUDY … 3.3049969 89 14.833333
RA 5 REYNOLDS J;SMITH T;REE… 2018 A TALE OF TWO STUDIES: THE BEST AND WORST OF YUBIKEY USABILITY 7.9795632 33 8.250000
RA 5 KOOISTRA LC;RUWAARD J;… 2016 DEVELOPMENT AND INITIAL EVALUATION OF BLENDED COGNITIVE BEHAVIOURAL TREATMENT FOR MAJOR DEPRESSION IN ROUTINE SPECIALIZED … 5.0667532 44 7.333333
Research Area 6: RA 6
RA 6 LAPALME J;GERBER A;VAN… 2016 EXPLORING THE FUTURE OF ENTERPRISE ARCHITECTURE: A ZACHMAN PERSPECTIVE 0.4559226 75 12.500000
RA 6 SHANKS G;GLOET M;ASADI… 2018 ACHIEVING BENEFITS WITH ENTERPRISE ARCHITECTURE 0.5152335 60 15.000000
RA 6 FIGL K 2017 COMPREHENSION OF PROCEDURAL VISUAL BUSINESS PROCESS MODELS: A LITERATURE REVIEW 0.3939525 72 14.400000
RA 6 DA SILVA SERAPIÃO LEAL… 2019 INTEROPERABILITY ASSESSMENT: A SYSTEMATIC LITERATURE REVIEW 0.6855327 41 13.666667
RA 6 KOTUSEV S 2019 ENTERPRISE ARCHITECTURE AND ENTERPRISE ARCHITECTURE ARTIFACTS: QUESTIONING THE OLD CONCEPT IN LIGHT OF NEW FINDINGS 1.3122873 21 7.000000
RA 6 PANETTO H;ZDRAVKOVIC M… 2016 NEW PERSPECTIVES FOR THE FUTURE INTEROPERABLE ENTERPRISE SYSTEMS 0.3127109 88 14.666667
RA 6 CANCINO CA;LA PAZ AI;R… 2018 TECHNOLOGICAL INNOVATION FOR SUSTAINABLE GROWTH: AN ONTOLOGICAL PERSPECTIVE 0.3959115 69 17.250000
RA 6 CAMERON JD;RAMAPRASAD … 2017 AN ONTOLOGY OF AND ROADMAP FOR MHEALTH RESEARCH 0.4724824 52 10.400000
RA 6 NIKNAM M;KARSHENAS S 2017 A SHARED ONTOLOGY APPROACH TO SEMANTIC REPRESENTATION OF BIM DATA 0.4060288 60 12.000000
RA 6 NEGRI E;FUMAGALLI L;GA… 2016 REQUIREMENTS AND LANGUAGES FOR THE SEMANTIC REPRESENTATION OF MANUFACTURING SYSTEMS 0.3178955 74 12.333333
Research Area 7: RA 7
RA 7 BLATTGERSTE J;STRENGE … 2017 COMPARING CONVENTIONAL AND AUGMENTED REALITY INSTRUCTIONS FOR MANUAL ASSEMBLY TASKS 6.3814841 93 18.600000
RA 7 PAPACHRISTOS NM;VRELLI… 2017 A COMPARISON BETWEEN OCULUS RIFT AND A LOW-COST SMARTPHONE VR HEADSET: IMMERSIVE USER EXPERIENCE AND LEARNING 7.4048925 34 6.800000
RA 7 MILLAIS P;JONES SL;KEL… 2018 EXPLORING DATA IN VIRTUAL REALITY: COMPARISONS WITH 2D DATA VISUALIZATIONS 7.0966417 30 7.500000
RA 7 STADLER S;KAIN K;GIULI… 2016 AUGMENTED REALITY FOR INDUSTRIAL ROBOT PROGRAMMERS: WORKLOAD ANALYSIS FOR TASK-BASED, AUGMENTED REALITY-SUPPORTED ROBOT CO… 5.6362564 32 5.333333
RA 7 ROTH D;LUGRIN J-L;BUSE… 2016 A SIMPLIFIED INVERSE KINEMATIC APPROACH FOR EMBODIED VR APPLICATIONS 6.4813325 27 4.500000
RA 7 KOSCH T;HASSIB M;BUSCH… 2018 LOOK INTO MY EYES: USING PUPIL DILATION TO ESTIMATE MENTAL WORKLOAD FOR TASK COMPLEXITY ADAPTATION 7.1767000 23 5.750000
RA 7 LONGO L 2018 EXPERIENCED MENTAL WORKLOAD, PERCEPTION OF USABILITY, THEIR INTERACTION AND IMPACT ON TASK PERFORMANCE 3.3265388 40 10.000000
RA 7 CHEN Z;MALPANI A;CHALA… 2016 VIRTUAL FIXTURE ASSISTANCE FOR NEEDLE PASSING AND KNOT TYING 5.6499218 21 3.500000
RA 7 HU JSL;LU J;TAN WB;LOM… 2016 TRAINING IMPROVES LAPAROSCOPIC TASKS PERFORMANCE AND DECREASES OPERATOR WORKLOAD 6.9051914 17 2.833333
RA 7 SMITH M;GABBARD JL;BUR… 2017 THE EFFECTS OF AUGMENTED REALITY HEAD-UP DISPLAYS ON DRIVERS’ EYE SCAN PATTERNS, PERFORMANCE, AND PERCEPTIONS 7.2883279 16 3.200000
Research Area 8: RA 8
NA MEULEPAS JM;RONCKERS C… 2019 RADIATION EXPOSURE FROM PEDIATRIC CT SCANS AND SUBSEQUENT CANCER RISK IN THE NETHERLANDS 0.0750000 119 39.666667
NA BERTRAND A;AGGOUNE R;M… 2017 IN-BUILDING WASTE WATER HEAT RECOVERY: AN URBAN-SCALE METHOD FOR THE CHARACTERISATION OF WATER STREAMS AND THE ASSESSMENT … 0.1041520 43 8.600000
NA BERTRAND A;MASTRUCCI A… 2017 CHARACTERISATION OF DOMESTIC HOT WATER END-USES FOR INTEGRATED URBAN THERMAL ENERGY ASSESSMENT AND OPTIMISATION 0.0837438 49 9.800000
NA COAN K;AGGOUNE-MTALAA … 2017 MAESTRO: TOWARDS A COLLABORATIVE AAL MARKET QUALITY ASSURANCE PLATFORM FOR MONITORING DEVICES, SYSTEMS AND SERVICES 1.2525253 3 0.600000
NA LOUHI I;BOUDJELOUD-ASS… 2016 INCREMENTAL NEAREST NEIGHBORHOOD GRAPH FOR DATA STREAM CLUSTERING 0.5384615 6 1.000000
NA MCGEE F;GHONIEM M;MELA… 2019 THE STATE OF THE ART IN MULTILAYER NETWORK VISUALIZATION 0.0917097 31 10.333333
NA OUEDRAGO M;AGGOUNE-MTA… 2017 MAESTRO: CONSTRUCTING A REFERENCE FRAMEWORK FOR SELF MONITORING DEVICES DEDICATED TO SENIORS 0.6969697 4 0.800000
NA MURRAY P;MCGEE F;FORBE… 2017 A TAXONOMY OF VISUALIZATION TASKS FOR THE ANALYSIS OF BIOLOGICAL PATHWAY DATA 0.1160271 20 4.000000
NA NACER AA;GOETTELMANN E… 2016 OBFUSCATING A BUSINESS PROCESS BY SPLITTING ITS LOGIC WITH FAKE FRAGMENTS FOR SECURING A MULTI-CLOUD DEPLOYMENT 0.1666667 12 2.000000
NA CARDOSO SD;DA SILVEIRA… 2020 CONSTRUCTION AND EXPLOITATION OF AN HISTORICAL KNOWLEDGE GRAPH TO DEAL WITH THE EVOLUTION OF ONTOLOGIES 0.1592537 12 6.000000

Development

Connectivity between the research areas

Knowledge Bases, Research Areas & Topics

Technical description

In a bibliographic coupling network, the coupling-strength between publications is determined by the number of commonly cited references they share, assuming a common pool of references to indicate similarity in context, methods, or theory. Formally, the strength of the relationship between a publication pair \(i\) and \(j\) (\(s_{i,j}^{bib}\)) is expressed by the number of commonly cited references.

\[s_{i,j}^{bib} = \sum_m c_{i,m} c_{j,m}\]

Since our corpus contains publications which differ strongly in terms of the number of cited references, we normalize the coupling strength by the Jaccard similarity coefficient. Here, we weight the intercept of two publications’ bibliography (shared refeences) by their union (number of all references cited by either \(i\) or \(j\)). It is bounded between zero and one, where one indicates the two publications to have an identical bibliography, and zero that they do not share any cited reference. Thereby, we prevent publications from having high coupling strength due to a large bibliography (e.g., literature surveys).

\[S_{i,j}^{jac-bib} =\frac{C(i \cap j)}{C(i \cup j)} = \frac{s_{i,j}^{bib}}{c_i + c_j - s_{i,j}^{bib}}\]

More recent articles have a higher pool of possible references to co-cite to, hence they are more likely to be coupled. Consequently, bibliographic coupling represents a forward looking measure, and the method of choice to identify the current knowledge frontier at the point of analysis.

Endnotes

All results are preliminary so far…